{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deep Convolutional Generative Adversarial Network\n",
    "\n",
    "Deep Convolutional Generative Adversarial Network 簡稱 DCGAN 中文稱作深度卷積對抗式生成網路，原始的論文[連結](https://arxiv.org/abs/1511.06434)．這是基於 GAN 上所做的工作．\n",
    "\n",
    "跟 GAN 不同的是，DCGAN 把 convolution 引進網路結構中．在 discriminator 中輸入的圖像會經過層層 convolution 之後變成一個預測是否為真實圖片的機率；在 generator 中會把輸入的 z 向量經過層層 deconvolution 輸出生成式的圖片．可以看到它的結構如下圖．\n",
    "\n",
    "![jpg](https://github.com/c1mone/Tensorflow-101/blob/master/notebooks/images/14_DCGAN/dcgan.jpg?raw=true)\n",
    "\n",
    "\n",
    "(圖片出處[論文](https://arxiv.org/abs/1607.07539)) \n",
    "\n",
    "\n",
    "同時論文中有提到許多如何訓練一個穩定 GAN 的細節，但這裡只先單純的把 convolution 以及 deconvolution 實現進 GAN，以下會使用 MNIST 手寫數字資料集來嘗試訓練一個 DCGAN．"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting MNIST_data/train-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/train-labels-idx1-ubyte.gz\n",
      "Extracting MNIST_data/t10k-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/t10k-labels-idx1-ubyte.gz\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "from libs.utils import weight_variable, bias_variable\n",
    "from tensorflow.examples.tutorials.mnist import input_data\n",
    "mnist = input_data.read_data_sets(\"MNIST_data/\", one_hot = True)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "batch_size = 256\n",
    "g_dim = 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def conv2d(x, W):\n",
    "    return tf.nn.conv2d(x, W, strides=[1, 2, 2, 1], padding = 'SAME')\n",
    "\n",
    "def deconv2d(x, W, output_shape):\n",
    "    return tf.nn.conv2d_transpose(x, W, output_shape, strides = [1, 2, 2, 1], padding = 'SAME')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build convolutional discriminator and generator\n",
    "\n",
    "這裡我們會建立生成式網路 (generator) 以及判斷式網路 (discriminator)\n",
    "\n",
    "\n",
    "#### Discriminator\n",
    "\n",
    "在 discriminator 中，首先會輸入一個 None x 784 維的 MNIST 資料，首先會先把它變成一個二維的圖片向量也就是 None x 28(width) x 28(height) x 1(channels)．接下來就是連續的使用 filter 作 convolution，其中 strides = 2，使得每做完一次 convolution 的輸出長和寬就會變成一半．以下是輸入圖片的維度變化順序：\n",
    "\n",
    "1. 原始輸入維度 None x 28 x 28 x 1\n",
    "2. 經過第一個 5 x 5 convolution filter 後輸出維度為 None x 14 x 14 x 32\n",
    "3. 經過第二個 5 x 5 convolution filter 後輸出維度為 None x 7 x 7 x 64\n",
    "4. 經過一個 fully connected 層變成維度 None x 1 的判斷機率輸出\n",
    "\n",
    "#### Generator\n",
    "\n",
    "在 generator 中，首先會輸入一個 None x 128 維從 noise 中取樣出的向量，首先經過一個全連結會把它擴展成 None x 4\\*4\\*64，再把它 reshape 成一個 None x 4(width) x 4(height) x 64(channels) 的輸入(可以想像成把輸入向量變成一個 4x4 的圖像)．接下來就是經過一連串的 deconvolution，最後輸出圖片．以下是輸入的維度變化順序：\n",
    "\n",
    "1. 原始輸入取樣向量維度 None x 100\n",
    "2. 經過第一個 fully connected 層以及 reshape 變成維度 None x 4 x 4 x 64\n",
    "3. 經過第一個 5 x 5 deconvolution filter 後輸出維度為 None x 7 x 7 x 32\n",
    "4. 經過第二個 5 x 5 deconvolution filter 後輸出維度為 None x 14 x 14 x 16\n",
    "5. 經過第三個 5 x 5 deconvolution filter 後輸出維度為 None x 28 x 28 x 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x_d = tf.placeholder(tf.float32, shape = [None, 784])\n",
    "x_g = tf.placeholder(tf.float32, shape = [None, g_dim])\n",
    "weights = {\n",
    "    \"w_d1\" : weight_variable([5, 5, 1, 32], \"w_d1\"),\n",
    "    \"w_d2\" : weight_variable([5, 5, 32, 64], \"w_d2\"),\n",
    "    \"w_d3\" : weight_variable([7 * 7 * 64, 1], \"w_d3\"),\n",
    "    \n",
    "    \"w_g1\" : weight_variable([g_dim, 4 * 4 * 64], \"w_g1\"),\n",
    "    \"w_g2\" : weight_variable([5, 5, 32, 64], \"w_g2\"),\n",
    "    \"w_g3\" : weight_variable([5, 5, 16, 32], \"w_g3\"),\n",
    "    \"w_g4\" : weight_variable([5, 5, 1, 16], \"w_g4\")\n",
    "}\n",
    "\n",
    "biases = {\n",
    "    \"b_d1\" : bias_variable([32], \"b_d1\"),\n",
    "    \"b_d2\" : bias_variable([64], \"b_d2\"),\n",
    "    \"b_d3\" : bias_variable([1], \"b_d3\"),\n",
    "    \"b_g1\" : bias_variable([4 * 4 * 64], \"b_g1\"),\n",
    "    \"b_g2\" : bias_variable([32], \"b_g2\"),\n",
    "    \"b_g3\" : bias_variable([16], \"b_g3\"),\n",
    "    \"b_g4\" : bias_variable([1], \"b_g4\"),\n",
    "}\n",
    "\n",
    "var_d = [weights[\"w_d1\"], weights[\"w_d2\"], weights[\"w_d3\"], biases[\"b_d1\"], biases[\"b_d2\"], biases[\"b_d3\"]]\n",
    "var_g = [weights[\"w_g1\"], weights[\"w_g2\"],weights[\"w_g3\"], weights[\"w_g4\"], biases[\"b_g1\"], biases[\"b_g2\"],biases[\"b_g3\"], biases[\"b_g4\"]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def generator(z):\n",
    "    #100 x 1\n",
    "    h_g1 = tf.nn.relu(tf.add(tf.matmul(z, weights[\"w_g1\"]), biases[\"b_g1\"]))\n",
    "    #-1 x 4*4*128\n",
    "    h_g1_reshape = tf.reshape(h_g1, [-1, 4, 4, 64])\n",
    "    \n",
    "    output_shape_g2 = tf.stack([tf.shape(z)[0], 7, 7, 32])\n",
    "    h_g2 = tf.nn.relu(tf.add(deconv2d(h_g1_reshape, weights[\"w_g2\"], output_shape_g2), biases[\"b_g2\"]))\n",
    "    \n",
    "    output_shape_g3 = tf.stack([tf.shape(z)[0], 14, 14, 16])\n",
    "    h_g3 = tf.nn.relu(tf.add(deconv2d(h_g2, weights[\"w_g3\"], output_shape_g3), biases[\"b_g3\"]))\n",
    "    \n",
    "    output_shape_g4 = tf.stack([tf.shape(z)[0], 28, 28, 1])\n",
    "    h_g4 = tf.nn.tanh(tf.add(deconv2d(h_g3, weights[\"w_g4\"], output_shape_g4), biases[\"b_g4\"]))\n",
    "    \n",
    "    return h_g4\n",
    "\n",
    "\n",
    "def discriminator(x):\n",
    "    x_reshape = tf.reshape(x, [-1, 28, 28, 1])\n",
    "    # 28 x 28 x 1\n",
    "    h_d1 = tf.nn.relu(tf.add(conv2d(x_reshape, weights[\"w_d1\"]), biases[\"b_d1\"]))\n",
    "    # 14 x 14 x 32\n",
    "    h_d2 = tf.nn.relu(tf.add(conv2d(h_d1, weights[\"w_d2\"]), biases[\"b_d2\"]))\n",
    "    # 7 x 7 x 64\n",
    "    h_d2_reshape = tf.reshape(h_d2, [-1, 7 * 7 * 64])\n",
    "    h_d3 = tf.nn.sigmoid(tf.add(tf.matmul(h_d2_reshape, weights[\"w_d3\"]), biases[\"b_d3\"]))\n",
    "    return h_d3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build cost function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def sample_Z(m, n):\n",
    "    return np.random.uniform(-1., 1., size=[m, n])\n",
    "\n",
    "g_sample = generator(x_g)\n",
    "d_real= discriminator(x_d)\n",
    "d_fake = discriminator(g_sample)\n",
    "\n",
    "d_loss = -tf.reduce_mean(tf.log(d_real) + tf.log(1. - d_fake))\n",
    "g_loss = -tf.reduce_mean(tf.log(d_fake))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 只更新 discriminator\n",
    "d_optimizer = tf.train.AdamOptimizer(0.0001).minimize(d_loss, var_list= var_d)\n",
    "# 只更新 generator parameters\n",
    "g_optimizer = tf.train.AdamOptimizer(0.0001).minimize(g_loss, var_list= var_g)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot(samples):\n",
    "    fig = plt.figure(figsize=(4, 4))\n",
    "    gs = gridspec.GridSpec(4, 4)\n",
    "    gs.update(wspace=0.05, hspace=0.05)\n",
    "    for i, sample in enumerate(samples):\n",
    "        ax = plt.subplot(gs[i])\n",
    "        plt.axis('off')\n",
    "        ax.set_xticklabels([])\n",
    "        ax.set_yticklabels([])\n",
    "        ax.set_aspect('equal')\n",
    "        plt.imshow(sample.reshape(28, 28), cmap = 'gray')\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 0, discriminator loss 2.41063  generator loss 0.29276\n"
     ]
    },
    {
     "data": {
      "image/png": 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6ndp0I+yNTO/lhQPnWUDMODsyL4Id6IxnZH/zBf2CnfG83IfnHgExBAuAB8gf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0/loRLLfUDAf/v27SfdOdw/qZzHhL3aElVMuKee++nbWu/v75VOp40UDuZH9IxRg6TdarX08eNH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Fxc3F4x8fXr11haWso5J6WreuGOjo50dCK5iNu7dGqBqD1VPjw8bNnrKEPgonv37mWxC3ld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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9884dda390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 100, discriminator loss 0.85784  generator loss 1.39115\n",
      "step 200, discriminator loss 0.44820  generator loss 2.21131\n",
      "step 300, discriminator loss 0.84276  generator loss 1.69659\n",
      "step 400, discriminator loss 0.72615  generator loss 1.95878\n",
      "step 500, discriminator loss 0.71053  generator loss 1.77434\n",
      "step 600, discriminator loss 0.71514  generator loss 1.84341\n",
      "step 700, discriminator loss 0.51880  generator loss 1.86431\n",
      "step 800, discriminator loss 0.26334  generator loss 2.29687\n",
      "step 900, discriminator loss 0.22319  generator loss 2.62868\n",
      "step 1000, discriminator loss 0.18192  generator loss 2.64233\n"
     ]
    },
    {
     "data": {
      "image/png": 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1etCqEPajo6NQOARcUkRpOIukoUwqEgacAuFkMlG/34+oAZoT34UiLZdLjUajMPRUvnHk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tRavVipOTk/j555+zrY7zMKhVtNGiV3VoVfIgzVLc8QIZLOcnpeGEIp57bD9ntIy8yoxGRp7G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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f988354b310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 2000, discriminator loss 0.24685  generator loss 2.95130\n"
     ]
    },
    {
     "data": {
      "image/png": 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wN0GJYPK9+XgPJgBABm+AWebzuTUaDXv37l2CuAzFa9T6QrPMZjO7vb21jx8/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VCilaMZA8oU7+/vM2elIzyii+Zzg5kYZVSt9T1VFbOMxUg9E9MSxzDpB2hRIJ+jRO/u7tz5/n+B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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f988111e050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 3000, discriminator loss 0.05564  generator loss 4.25037\n",
      "step 4000, discriminator loss 0.04217  generator loss 4.71265\n"
     ]
    },
    {
     "data": {
      "image/png": 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RIY7wcEEmHXmfuOZKDd2XbMWjDPIm3X/raxQotemeVpcTW1hKwYWhW87p3rFY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\nt57hpxclrhLNaAmaq3ttFt0ghULBnj17Z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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9880bf8c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 5000, discriminator loss 0.22856  generator loss 3.57268\n",
      "step 6000, discriminator loss 0.12961  generator loss 4.49799\n"
     ]
    },
    {
     "data": {
      "image/png": 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Wq6Hb7UpvU3qHtVoNrVZrK9goG6MoV9GEut0uarUaFouFNCUoFovSvovNCnTThvF4/AF9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\njKs25aokA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YRHqst86W7rQhAmtSg8qHmAcJYV29Odnp4KALNsmKNNNAC7RTwHlGz2SXqC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\n8HMo9XLHoAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9881050ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 7000, discriminator loss 0.04830  generator loss 5.12374\n",
      "step 8000, discriminator loss 0.01379  generator loss 6.38079\n"
     ]
    },
    {
     "data": {
      "image/png": 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ec1ESpyB/jnnMSeS1Wk3q1+bzudRnBgL3+0tarZbszvjZLUq6wSyv6PV6AIBI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\nwMDAYAP+H45PlEPAf+IdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9872823c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 9000, discriminator loss 0.00626  generator loss 5.92065\n",
      "step 10000, discriminator loss 0.05310  generator loss 6.42939\n"
     ]
    },
    {
     "data": {
      "image/png": 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ffPGFxHSZpNETKznzihbmXWvGz2o2m6Hb7eLly5eHR5TcZNPpFLZto9VqIRqN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sAAAO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f98810c0710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 11000, discriminator loss 0.01101  generator loss 7.24146\n",
      "step 12000, discriminator loss 0.00744  generator loss 6.53067\n"
     ]
    },
    {
     "data": {
      "image/png": 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wtbWFer0Oy7Ku2C1N04XNeLTDJM9wXReVSoVtt7W1tdbnjo6OcHh4iF6vx3tg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\nZomSum2oMka9t6ugqiq2trb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TWCJEESWRoFgozHsudxnkc67rwrIsrk4D4NcK8KedVbGQ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\nNDQ0VkATpYaGhsYK/A+5E3aSYtOyTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9880799a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 13000, discriminator loss 0.01497  generator loss 8.72534\n",
      "step 14000, discriminator loss 0.05123  generator loss 5.25377\n"
     ]
    },
    {
     "data": {
      "image/png": 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HmTKTcmM72eXlJSaTCe7v751Q2udEdoLJL/n8lrWVCkrhHVuf7Ke3xii/EJxm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\n3mBnINVQlpFZWxpKtjEC+8nTLvXdPieUB/VOGsp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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f988340d990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 15000, discriminator loss 0.00633  generator loss 6.64243\n",
      "step 16000, discriminator loss 0.00066  generator loss 7.72938\n"
     ]
    },
    {
     "data": {
      "image/png": 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tKltjoHJGSRc90f0v19fXePbsGVzXhed5sCxLCN3tdvHy5cvS0v11gHK5VHG6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\nGyXDMEwJ/w8I6xXoHphW4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f988067a390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 17000, discriminator loss 0.00209  generator loss 7.22791\n",
      "step 18000, discriminator loss 0.00046  generator loss 7.68677\n"
     ]
    },
    {
     "data": {
      "image/png": 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kStP00tcPjZ12MYRycexzi7lKKG/EoXe+HuV0Oi3uvMnPRY7HY0kqYhjHcXHh\nhqcwAriKGzGivI74dF8MI8rFsc8t5iojSh5BCAAGhBIADAglABgQSgAwIJQAYEAoAcCAUAKAAaEE\nAANCCQAGV74zBwBuK0aUAGBAKAHAgFACgAGhBAADQgkABoQSAAwIJQAYEEoAMCCUAGDw/wAia5mA\ny7xCTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9880b96f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step 19000, discriminator loss 0.00222  generator loss 6.73453\n",
      "step 20000, discriminator loss 0.00914  generator loss 5.61193\n"
     ]
    },
    {
     "data": {
      "image/png": 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EiHAPIqGMECFChHsQCWWECBEi3INIKCNEiBDhHkRCGSFChAj3IBLKCBEiRLgH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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f988050ead0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sess = tf.InteractiveSession()\n",
    "init_op = tf.global_variables_initializer()\n",
    "sess.run(init_op)\n",
    "for step in range(20001):\n",
    "    batch_x = mnist.train.next_batch(batch_size)[0]\n",
    "    _, d_loss_train = sess.run([d_optimizer, d_loss], feed_dict = {x_d: batch_x, x_g: sample_Z(batch_size, g_dim)})\n",
    "    _, g_loss_train = sess.run([g_optimizer, g_loss], feed_dict = {x_g: sample_Z(batch_size, g_dim)})\n",
    "\n",
    "    if step <= 1000:\n",
    "        if step % 100 == 0:\n",
    "            print(\"step %d, discriminator loss %.5f\" % (step, d_loss_train)),\n",
    "            print(\" generator loss %.5f\" % (g_loss_train))\n",
    "        if step % 1000 == 0: \n",
    "            g_sample_plot = g_sample.eval(feed_dict = {x_g: sample_Z(16, g_dim)})\n",
    "            plot(g_sample_plot)\n",
    "    else:\n",
    "        if step % 1000 == 0:\n",
    "            print(\"step %d, discriminator loss %.5f\" % (step, d_loss_train)),\n",
    "            print(\" generator loss %.5f\" % (g_loss_train))\n",
    "        if step % 2000 == 0: \n",
    "            g_sample_plot = g_sample.eval(feed_dict = {x_g: sample_Z(16, g_dim)})\n",
    "            plot(g_sample_plot)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以下是連續 gif 圖，這一連串的訓練時間真的是還滿久的...很有趣的有兩點\n",
    "\n",
    "1. 只出現了數字 1，沒有其他的數字，怪哉．\n",
    "2. 到了 step 18000 突然生成式網路就壞掉了，然後又好了．\n",
    "\n",
    "![gif](https://github.com/c1mone/Tensorflow-101/blob/master/notebooks/images/14_DCGAN/dcgan.gif?raw=true)\n",
    "\n",
    "## 小結\n",
    "\n",
    "我們實作了 DCGAN ，以及利用 MNIST 資料來測試它的效果．\n",
    "\n",
    "效果跟預期有些差異，其中只出現了某一數字，然後在某一時刻生成器發生崩壞．\n",
    "\n",
    "### 問題\n",
    "\n",
    "- 尋找生成式網路崩壞還有只出現某一數字的原因．\n",
    "- 調整生成式網路的層數\n",
    "- 調整生成式網路各層的 channels\n",
    "\n",
    "\n",
    "## 學習資源連結\n",
    "\n",
    "- [DCGAN paper](https://arxiv.org/abs/1511.06434)\n",
    "- [DCGAN tensorflow example](https://github.com/carpedm20/DCGAN-tensorflow)\n",
    "- [DCGAN explanation blog post](http://bamos.github.io/2016/08/09/deep-completion/)"
   ]
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